JB Music Therapy Data Analysis Final.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "54bb32ac",
   "metadata": {},
   "source": [
    "# Project Background\n",
    "\n",
    " JB Music Therapy is a team of Certified Music Therapists who collaborate, design, and personalize therapy with their clients that will foster desired change: boost mood, decrease stress, strengthen relationships, increase focus, develop learning, reduce anxiety, rehab after an injury, and recover lost memories. JB Music Therapy is the largest employer of Music Therapists in Canada. \n",
    "\n",
    "\n",
    "A survey was conducted to assess the impact of music on people's mental health and mood in general. The survey recorded responses from over 700 participants and includes details like musical preferences, listening habits, and overall state of mind. Respondents were given 16 genres of music for which they ranked the frequency of listening to each. The responses ranged from never, to very frequently. Moreover, the respondents also ranked the intensity of their feelings of anxiety, depression, insomnia, and OCD on a scale of 1 to 10. 0 being the lowest in intensity to 10 being the highest."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea2f6de6",
   "metadata": {},
   "source": [
    "# Objectives\n",
    "1. Data Cleaning and Processing: Clean and prepare the data in the attached file in the Assignment section for analysis.\n",
    "\n",
    "2. Data Visualization: Visualize the data to make it easy to understand.\n",
    "\n",
    "3. Data Reporting: Use the insights and correlations within the data to make recommendations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "78b5f959",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing the requried libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "beadbfaa",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "8316a646",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv(r\"C:\\Users\\chris\\Downloads\\Music_and_Therapy-_Survey - Music_and_Therapy-_Survey.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "0d17a03a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Time</th>\n",
       "      <th>Age</th>\n",
       "      <th>Age-category</th>\n",
       "      <th>Primary Streaming Service</th>\n",
       "      <th>Hours per day</th>\n",
       "      <th>While working</th>\n",
       "      <th>Fav Genre</th>\n",
       "      <th>Foreign languages</th>\n",
       "      <th>Timestamp</th>\n",
       "      <th>...</th>\n",
       "      <th>Frequency [R&amp;B]</th>\n",
       "      <th>Frequency [Rap]</th>\n",
       "      <th>Frequency [Rock]</th>\n",
       "      <th>Frequency [Video game music]</th>\n",
       "      <th>Anxiety</th>\n",
       "      <th>Depression</th>\n",
       "      <th>Insomnia</th>\n",
       "      <th>OCD</th>\n",
       "      <th>Music effects</th>\n",
       "      <th>Permissions</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8/28/2022</td>\n",
       "      <td>7:38</td>\n",
       "      <td>89</td>\n",
       "      <td>old</td>\n",
       "      <td>YouTube Music</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Hip hop</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>Very frequently</td>\n",
       "      <td>Very frequently</td>\n",
       "      <td>Very frequently</td>\n",
       "      <td>Rarely</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Improve</td>\n",
       "      <td>I understand.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8/28/2022</td>\n",
       "      <td>7:37</td>\n",
       "      <td>80</td>\n",
       "      <td>old</td>\n",
       "      <td>Spotify</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Classical</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Sometimes</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Improve</td>\n",
       "      <td>I understand.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8/28/2022</td>\n",
       "      <td>7:36</td>\n",
       "      <td>74</td>\n",
       "      <td>old</td>\n",
       "      <td>Other streaming service</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Rap</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>Sometimes</td>\n",
       "      <td>Sometimes</td>\n",
       "      <td>Rarely</td>\n",
       "      <td>Rarely</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Improve</td>\n",
       "      <td>I understand.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8/28/2022</td>\n",
       "      <td>7:35</td>\n",
       "      <td>73</td>\n",
       "      <td>old</td>\n",
       "      <td>Spotify</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Pop</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Sometimes</td>\n",
       "      <td>Sometimes</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Improve</td>\n",
       "      <td>I understand.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8/28/2022</td>\n",
       "      <td>7:34</td>\n",
       "      <td>72</td>\n",
       "      <td>old</td>\n",
       "      <td>Spotify</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Rock</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Never</td>\n",
       "      <td>Rarely</td>\n",
       "      <td>Very frequently</td>\n",
       "      <td>Never</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Improve</td>\n",
       "      <td>I understand.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 35 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Date  Time  Age Age-category Primary Streaming Service  Hours per day  \\\n",
       "0  8/28/2022  7:38   89          old             YouTube Music            2.0   \n",
       "1  8/28/2022  7:37   80          old                   Spotify            5.0   \n",
       "2  8/28/2022  7:36   74          old   Other streaming service            6.0   \n",
       "3  8/28/2022  7:35   73          old                   Spotify            1.0   \n",
       "4  8/28/2022  7:34   72          old                   Spotify            2.0   \n",
       "\n",
       "  While working  Fav Genre Foreign languages Timestamp  ...  Frequency [R&B]  \\\n",
       "0           Yes    Hip hop               Yes        No  ...  Very frequently   \n",
       "1           Yes  Classical                No       Yes  ...            Never   \n",
       "2           Yes        Rap                No        No  ...        Sometimes   \n",
       "3           Yes        Pop               Yes       Yes  ...            Never   \n",
       "4           Yes       Rock               Yes       Yes  ...            Never   \n",
       "\n",
       "   Frequency [Rap]  Frequency [Rock] Frequency [Video game music] Anxiety  \\\n",
       "0  Very frequently   Very frequently                       Rarely      10   \n",
       "1            Never             Never                    Sometimes      10   \n",
       "2        Sometimes            Rarely                       Rarely      10   \n",
       "3            Never         Sometimes                    Sometimes      10   \n",
       "4           Rarely   Very frequently                        Never      10   \n",
       "\n",
       "  Depression Insomnia OCD Music effects    Permissions  \n",
       "0         10       10  10       Improve  I understand.  \n",
       "1         10       10  10       Improve  I understand.  \n",
       "2         10       10  10       Improve  I understand.  \n",
       "3         10       10  10       Improve  I understand.  \n",
       "4         10       10  10       Improve  I understand.  \n",
       "\n",
       "[5 rows x 35 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f74c154",
   "metadata": {},
   "source": [
    "# Data Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "e0dd4bbb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 723 entries, 0 to 722\n",
      "Data columns (total 35 columns):\n",
      " #   Column                        Non-Null Count  Dtype  \n",
      "---  ------                        --------------  -----  \n",
      " 0   Date                          723 non-null    object \n",
      " 1   Time                          723 non-null    object \n",
      " 2   Age                           723 non-null    int64  \n",
      " 3   Age-category                  723 non-null    object \n",
      " 4   Primary Streaming Service     723 non-null    object \n",
      " 5   Hours per day                 723 non-null    float64\n",
      " 6   While working                 722 non-null    object \n",
      " 7   Fav Genre                     723 non-null    object \n",
      " 8   Foreign languages             720 non-null    object \n",
      " 9   Timestamp                     720 non-null    object \n",
      " 10  Timestamp.1                   723 non-null    object \n",
      " 11  Exploratory                   723 non-null    object \n",
      " 12  BPM                           621 non-null    float64\n",
      " 13  Frequency [Classical]         723 non-null    object \n",
      " 14  Frequency [Country]           723 non-null    object \n",
      " 15  Frequency [EDM]               723 non-null    object \n",
      " 16  Frequency [Folk]              723 non-null    object \n",
      " 17  Frequency [Gospel]            723 non-null    object \n",
      " 18  Frequency [Hip hop]           723 non-null    object \n",
      " 19  Frequency [Jazz]              723 non-null    object \n",
      " 20  Frequency [K pop]             723 non-null    object \n",
      " 21  Frequency [Latin]             723 non-null    object \n",
      " 22  Frequency [Lofi]              723 non-null    object \n",
      " 23  Frequency [Metal]             723 non-null    object \n",
      " 24  Frequency [Pop]               723 non-null    object \n",
      " 25  Frequency [R&B]               723 non-null    object \n",
      " 26  Frequency [Rap]               723 non-null    object \n",
      " 27  Frequency [Rock]              723 non-null    object \n",
      " 28  Frequency [Video game music]  723 non-null    object \n",
      " 29  Anxiety                       723 non-null    int64  \n",
      " 30  Depression                    723 non-null    int64  \n",
      " 31  Insomnia                      723 non-null    int64  \n",
      " 32  OCD                           723 non-null    int64  \n",
      " 33  Music effects                 723 non-null    object \n",
      " 34  Permissions                   723 non-null    object \n",
      "dtypes: float64(2), int64(5), object(28)\n",
      "memory usage: 197.8+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "ab5c2d7f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Merging date & time column into one"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "141eec0e",
   "metadata": {},
   "outputs": [],
   "source": [
    "data['date'] = data['Date'] +\" \" + data['Time']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "e5493a13",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      8/28/2022 7:38\n",
       "1      8/28/2022 7:37\n",
       "2      8/28/2022 7:36\n",
       "3      8/28/2022 7:35\n",
       "4      8/28/2022 7:34\n",
       "            ...      \n",
       "718    8/27/2022 9:38\n",
       "719    8/27/2022 9:39\n",
       "720    8/27/2022 9:40\n",
       "721    8/27/2022 9:31\n",
       "722    8/27/2022 9:32\n",
       "Name: date, Length: 723, dtype: object"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['date']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "b3027aa0",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Converting Date column datatype to datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "96eddd61",
   "metadata": {},
   "outputs": [],
   "source": [
    "data['date'] = pd.to_datetime(data['date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "47e208be",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.drop(columns=['Date','Time'],inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "af565d13",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Age</th>\n",
       "      <th>Age-category</th>\n",
       "      <th>Primary Streaming Service</th>\n",
       "      <th>Hours per day</th>\n",
       "      <th>While working</th>\n",
       "      <th>Fav Genre</th>\n",
       "      <th>Foreign languages</th>\n",
       "      <th>Timestamp</th>\n",
       "      <th>Timestamp.1</th>\n",
       "      <th>Exploratory</th>\n",
       "      <th>...</th>\n",
       "      <th>Frequency [Rap]</th>\n",
       "      <th>Frequency [Rock]</th>\n",
       "      <th>Frequency [Video game music]</th>\n",
       "      <th>Anxiety</th>\n",
       "      <th>Depression</th>\n",
       "      <th>Insomnia</th>\n",
       "      <th>OCD</th>\n",
       "      <th>Music effects</th>\n",
       "      <th>Permissions</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>89</td>\n",
       "      <td>old</td>\n",
       "      <td>YouTube Music</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Hip hop</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Very frequently</td>\n",
       "      <td>Very frequently</td>\n",
       "      <td>Rarely</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Improve</td>\n",
       "      <td>I understand.</td>\n",
       "      <td>2022-08-28 07:38:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Age Age-category Primary Streaming Service  Hours per day While working  \\\n",
       "0   89          old             YouTube Music            2.0           Yes   \n",
       "\n",
       "  Fav Genre Foreign languages Timestamp Timestamp.1 Exploratory  ...  \\\n",
       "0   Hip hop               Yes        No          No         Yes  ...   \n",
       "\n",
       "   Frequency [Rap] Frequency [Rock] Frequency [Video game music] Anxiety  \\\n",
       "0  Very frequently  Very frequently                       Rarely      10   \n",
       "\n",
       "  Depression Insomnia OCD Music effects    Permissions                date  \n",
       "0         10       10  10       Improve  I understand. 2022-08-28 07:38:00  \n",
       "\n",
       "[1 rows x 34 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "1ed80680",
   "metadata": {},
   "outputs": [],
   "source": [
    "cols = list(data.columns)\n",
    "cols = [cols[-1]] + cols[:-1]\n",
    "data = data[cols]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "f92155f7",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.rename(columns = {'date':'Date'},inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "9f70ebe8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Age</th>\n",
       "      <th>Age-category</th>\n",
       "      <th>Primary Streaming Service</th>\n",
       "      <th>Hours per day</th>\n",
       "      <th>While working</th>\n",
       "      <th>Fav Genre</th>\n",
       "      <th>Foreign languages</th>\n",
       "      <th>Timestamp</th>\n",
       "      <th>Timestamp.1</th>\n",
       "      <th>...</th>\n",
       "      <th>Frequency [R&amp;B]</th>\n",
       "      <th>Frequency [Rap]</th>\n",
       "      <th>Frequency [Rock]</th>\n",
       "      <th>Frequency [Video game music]</th>\n",
       "      <th>Anxiety</th>\n",
       "      <th>Depression</th>\n",
       "      <th>Insomnia</th>\n",
       "      <th>OCD</th>\n",
       "      <th>Music effects</th>\n",
       "      <th>Permissions</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-08-28 07:38:00</td>\n",
       "      <td>89</td>\n",
       "      <td>old</td>\n",
       "      <td>YouTube Music</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Hip hop</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>Very frequently</td>\n",
       "      <td>Very frequently</td>\n",
       "      <td>Very frequently</td>\n",
       "      <td>Rarely</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Improve</td>\n",
       "      <td>I understand.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-08-28 07:37:00</td>\n",
       "      <td>80</td>\n",
       "      <td>old</td>\n",
       "      <td>Spotify</td>\n",
       "      <td>5.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Classical</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Sometimes</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Improve</td>\n",
       "      <td>I understand.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-08-28 07:36:00</td>\n",
       "      <td>74</td>\n",
       "      <td>old</td>\n",
       "      <td>Other streaming service</td>\n",
       "      <td>6.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Rap</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Sometimes</td>\n",
       "      <td>Sometimes</td>\n",
       "      <td>Rarely</td>\n",
       "      <td>Rarely</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Improve</td>\n",
       "      <td>I understand.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022-08-28 07:35:00</td>\n",
       "      <td>73</td>\n",
       "      <td>old</td>\n",
       "      <td>Spotify</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Pop</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Sometimes</td>\n",
       "      <td>Sometimes</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Improve</td>\n",
       "      <td>I understand.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-08-28 07:34:00</td>\n",
       "      <td>72</td>\n",
       "      <td>old</td>\n",
       "      <td>Spotify</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Rock</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>Never</td>\n",
       "      <td>Rarely</td>\n",
       "      <td>Very frequently</td>\n",
       "      <td>Never</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>Improve</td>\n",
       "      <td>I understand.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>718</th>\n",
       "      <td>2022-08-27 09:38:00</td>\n",
       "      <td>13</td>\n",
       "      <td>child</td>\n",
       "      <td>I do not use a streaming service.</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>R&amp;B</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>Sometimes</td>\n",
       "      <td>Rarely</td>\n",
       "      <td>Sometimes</td>\n",
       "      <td>Sometimes</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Improve</td>\n",
       "      <td>I understand.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>719</th>\n",
       "      <td>2022-08-27 09:39:00</td>\n",
       "      <td>13</td>\n",
       "      <td>child</td>\n",
       "      <td>Spotify</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Country</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>Rarely</td>\n",
       "      <td>Never</td>\n",
       "      <td>Rarely</td>\n",
       "      <td>Never</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No effect</td>\n",
       "      <td>I understand.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>720</th>\n",
       "      <td>2022-08-27 09:40:00</td>\n",
       "      <td>13</td>\n",
       "      <td>child</td>\n",
       "      <td>YouTube Music</td>\n",
       "      <td>8.0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>EDM</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>Rarely</td>\n",
       "      <td>Sometimes</td>\n",
       "      <td>Rarely</td>\n",
       "      <td>Rarely</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Improve</td>\n",
       "      <td>I understand.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>721</th>\n",
       "      <td>2022-08-27 09:31:00</td>\n",
       "      <td>12</td>\n",
       "      <td>child</td>\n",
       "      <td>Spotify</td>\n",
       "      <td>4.0</td>\n",
       "      <td>No</td>\n",
       "      <td>Video game music</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>...</td>\n",
       "      <td>Never</td>\n",
       "      <td>Rarely</td>\n",
       "      <td>Rarely</td>\n",
       "      <td>Very frequently</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No effect</td>\n",
       "      <td>I understand.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>722</th>\n",
       "      <td>2022-08-27 09:32:00</td>\n",
       "      <td>12</td>\n",
       "      <td>child</td>\n",
       "      <td>Spotify</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Jazz</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>...</td>\n",
       "      <td>Sometimes</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>Never</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Improve</td>\n",
       "      <td>I understand.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>723 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Date  Age Age-category          Primary Streaming Service  \\\n",
       "0   2022-08-28 07:38:00   89          old                      YouTube Music   \n",
       "1   2022-08-28 07:37:00   80          old                            Spotify   \n",
       "2   2022-08-28 07:36:00   74          old            Other streaming service   \n",
       "3   2022-08-28 07:35:00   73          old                            Spotify   \n",
       "4   2022-08-28 07:34:00   72          old                            Spotify   \n",
       "..                  ...  ...          ...                                ...   \n",
       "718 2022-08-27 09:38:00   13        child  I do not use a streaming service.   \n",
       "719 2022-08-27 09:39:00   13        child                            Spotify   \n",
       "720 2022-08-27 09:40:00   13        child                      YouTube Music   \n",
       "721 2022-08-27 09:31:00   12        child                            Spotify   \n",
       "722 2022-08-27 09:32:00   12        child                            Spotify   \n",
       "\n",
       "     Hours per day While working         Fav Genre Foreign languages  \\\n",
       "0              2.0           Yes           Hip hop               Yes   \n",
       "1              5.0           Yes         Classical                No   \n",
       "2              6.0           Yes               Rap                No   \n",
       "3              1.0           Yes               Pop               Yes   \n",
       "4              2.0           Yes              Rock               Yes   \n",
       "..             ...           ...               ...               ...   \n",
       "718            1.0           Yes               R&B               Yes   \n",
       "719            3.0           Yes           Country                No   \n",
       "720            8.0           Yes               EDM                No   \n",
       "721            4.0            No  Video game music               Yes   \n",
       "722            2.5           Yes              Jazz               Yes   \n",
       "\n",
       "    Timestamp Timestamp.1  ...  Frequency [R&B]  Frequency [Rap]  \\\n",
       "0          No          No  ...  Very frequently  Very frequently   \n",
       "1         Yes          No  ...            Never            Never   \n",
       "2          No         Yes  ...        Sometimes        Sometimes   \n",
       "3         Yes          No  ...            Never            Never   \n",
       "4         Yes          No  ...            Never           Rarely   \n",
       "..        ...         ...  ...              ...              ...   \n",
       "718        No          No  ...        Sometimes           Rarely   \n",
       "719       Yes          No  ...           Rarely            Never   \n",
       "720        No          No  ...           Rarely        Sometimes   \n",
       "721        No          No  ...            Never           Rarely   \n",
       "722        No         Yes  ...        Sometimes            Never   \n",
       "\n",
       "    Frequency [Rock] Frequency [Video game music] Anxiety Depression Insomnia  \\\n",
       "0    Very frequently                       Rarely      10         10       10   \n",
       "1              Never                    Sometimes      10         10       10   \n",
       "2             Rarely                       Rarely      10         10       10   \n",
       "3          Sometimes                    Sometimes      10         10       10   \n",
       "4    Very frequently                        Never      10         10       10   \n",
       "..               ...                          ...     ...        ...      ...   \n",
       "718        Sometimes                    Sometimes       0          0        0   \n",
       "719           Rarely                        Never       0          0        0   \n",
       "720           Rarely                       Rarely       0          0        0   \n",
       "721           Rarely              Very frequently       0          0        0   \n",
       "722            Never                        Never       0          0        0   \n",
       "\n",
       "    OCD Music effects    Permissions  \n",
       "0    10       Improve  I understand.  \n",
       "1    10       Improve  I understand.  \n",
       "2    10       Improve  I understand.  \n",
       "3    10       Improve  I understand.  \n",
       "4    10       Improve  I understand.  \n",
       "..   ..           ...            ...  \n",
       "718   0       Improve  I understand.  \n",
       "719   0     No effect  I understand.  \n",
       "720   0       Improve  I understand.  \n",
       "721   0     No effect  I understand.  \n",
       "722   0       Improve  I understand.  \n",
       "\n",
       "[723 rows x 34 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "63621b6c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Checking for null values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "9ef2f35c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date                              0\n",
       "Age                               0\n",
       "Age-category                      0\n",
       "Primary Streaming Service         0\n",
       "Hours per day                     0\n",
       "While working                     1\n",
       "Fav Genre                         0\n",
       "Foreign languages                 3\n",
       "Timestamp                         3\n",
       "Timestamp.1                       0\n",
       "Exploratory                       0\n",
       "BPM                             102\n",
       "Frequency [Classical]             0\n",
       "Frequency [Country]               0\n",
       "Frequency [EDM]                   0\n",
       "Frequency [Folk]                  0\n",
       "Frequency [Gospel]                0\n",
       "Frequency [Hip hop]               0\n",
       "Frequency [Jazz]                  0\n",
       "Frequency [K pop]                 0\n",
       "Frequency [Latin]                 0\n",
       "Frequency [Lofi]                  0\n",
       "Frequency [Metal]                 0\n",
       "Frequency [Pop]                   0\n",
       "Frequency [R&B]                   0\n",
       "Frequency [Rap]                   0\n",
       "Frequency [Rock]                  0\n",
       "Frequency [Video game music]      0\n",
       "Anxiety                           0\n",
       "Depression                        0\n",
       "Insomnia                          0\n",
       "OCD                               0\n",
       "Music effects                     0\n",
       "Permissions                       0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "623adf61",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dropping null values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "e13db45f",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "134aa95a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date                            0\n",
       "Age                             0\n",
       "Age-category                    0\n",
       "Primary Streaming Service       0\n",
       "Hours per day                   0\n",
       "While working                   0\n",
       "Fav Genre                       0\n",
       "Foreign languages               0\n",
       "Timestamp                       0\n",
       "Timestamp.1                     0\n",
       "Exploratory                     0\n",
       "BPM                             0\n",
       "Frequency [Classical]           0\n",
       "Frequency [Country]             0\n",
       "Frequency [EDM]                 0\n",
       "Frequency [Folk]                0\n",
       "Frequency [Gospel]              0\n",
       "Frequency [Hip hop]             0\n",
       "Frequency [Jazz]                0\n",
       "Frequency [K pop]               0\n",
       "Frequency [Latin]               0\n",
       "Frequency [Lofi]                0\n",
       "Frequency [Metal]               0\n",
       "Frequency [Pop]                 0\n",
       "Frequency [R&B]                 0\n",
       "Frequency [Rap]                 0\n",
       "Frequency [Rock]                0\n",
       "Frequency [Video game music]    0\n",
       "Anxiety                         0\n",
       "Depression                      0\n",
       "Insomnia                        0\n",
       "OCD                             0\n",
       "Music effects                   0\n",
       "Permissions                     0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "c6d27241",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Checking for duplicates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "08b93335",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.duplicated().any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "7ba613c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "respondents_age = data['Age-category'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "855909e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "hours = data['Hours per day'].value_counts().head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "a1f2fab2",
   "metadata": {},
   "outputs": [],
   "source": [
    "fav = data['Fav Genre'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "9a6824ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Spotify                              395\n",
       "YouTube Music                         72\n",
       "I do not use a streaming service.     56\n",
       "Apple Music                           42\n",
       "Other streaming service               39\n",
       "Pandora                                9\n",
       "apple Music                            1\n",
       "Name: Primary Streaming Service, dtype: int64"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Primary Streaming Service'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "0329bbcf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Apple music is repeated twice so replacing it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "ed95569a",
   "metadata": {},
   "outputs": [],
   "source": [
    "data['Primary Streaming Service'].replace('apple Music','Apple Music',inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "id": "6831896c",
   "metadata": {},
   "outputs": [],
   "source": [
    "streaming = data['Primary Streaming Service'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e526396",
   "metadata": {},
   "source": [
    "# Data Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "b660eac8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Hours listened per day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "id": "0d569fa8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.6965798045602605"
      ]
     },
     "execution_count": 187,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Hours per day'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "id": "15f9ade4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hours.plot(kind='bar')\n",
    "plt.title(' Fig 1 - Hours listened per day',fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "d424a932",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Age of respondents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "id": "b6913515",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAigAAAG1CAYAAADTHQ+FAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAABGp0lEQVR4nO3dd3wU9b7/8feSsgRIFpJAioRyINTQQSCi9N5BiMjBoKggzVxAFFDheBQQD2LhHK6FQ0e4V416Lh0piohSRGlKEaSYHHoKhCSE7+8PfpnDkgRIwQzwej4e84Cd+c7MZ2Znd9+Z/c6swxhjBAAAYCNFCrsAAACA6xFQAACA7RBQAACA7RBQAACA7RBQAACA7RBQAACA7RBQAACA7RBQAACA7RBQAACA7RBQ7kEOh+OGQ4sWLSRJkyZNksPh0Ny5c29bLenp6Vq9erWGDx+uBg0ayN/fXz4+PqpevbrGjBmjU6dO3bZ130hcXJw8PT3lcDg0ePDgQqkhL86dO6cpU6bowQcfVJkyZeTl5SWXy6V69epp6NChWr9+fWGXaHuHDh1Sz549FRgYqCJFisjhcGjDhg2FXdZdacOGDXI4HBo4cGBhlwIb8izsAlB4oqOjsx1frVq1P6yGjRs3qn379pKkSpUqqWXLlkpPT9e3336r6dOna9GiRdqwYYOqVq36h9UkSYsWLVJGRoYk6X/+53/0zjvvyOl0/qE15NYXX3yhxx57TAkJCfL19dX999+vMmXKKDk5WXv37tWsWbM0a9YsdevWTZ9//nlhl2tLV65c0cMPP6ydO3eqSZMmCg8PV5EiRRQcHFzYpeE2aNGihTZu3KjDhw+rQoUKhV0OrkNAuYfd7MzI8OHD9cgjjygkJOS21VCkSBH169dPzz33nOrVq2eNT0hIUFRUlFatWqXHH39cmzdvvm01ZGfBggWSpJCQEMXFxWnZsmXq1avXH1pDbqxYsUI9e/aUh4eHpk+frmHDhmUJVHv27NHUqVO1bdu2QqrS/o4cOaKdO3fqwQcf1FdffVXY5QD3NL7iQY4CAwNVrVo1uVyu27aOVq1aafHixW7hRJJcLpfmzJkjSfr222/122+/3bYarrdr1y799NNPqlChgl599VVJ/wksdnThwgVFR0frypUrmjdvnkaNGpXt2Z6aNWtqwYIFWrhwYSFUeWc4fvy4JOlPf/pTIVcCgICCHN2oD8qvv/6qvn37yt/fXyVKlFCzZs20atWqAv1OOSQkRKVLl5Yk/f777/le3q2aP3++JKl///56+OGH5ePjo+XLl+vs2bM5zpOX/WGM0bx58/TQQw+pZMmS8vHxUe3atfW3v/1N6enpt1zv3LlzderUKTVr1kz9+vW7afsGDRq4Pb62xvj4eD355JMqW7asPD099dZbb1ntvv32W3Xv3l2lS5eW0+lUhQoVNHTo0Gyfm5v1X6pQoYIcDkeOdcTFxWngwIEKCgqSj4+P6tevbz0vubVgwQI1a9ZMfn5+KlasmGrXrq0pU6bo0qVLbu0cDoeaN28uSZo3b16WPlk3MnDgQKuvyqpVq9SyZUuVLFlSDodD58+ft9r961//Uvv27RUQEKCiRYuqSpUqeumll5ScnJxlmRcuXNDrr7+uunXrqmTJkipRooQqVaqkPn36aNWqVW5tM/enMUZvv/22atSooaJFi+q+++7TyJEj3Wq41sWLF/XXv/5VERER8vHxkcvl0kMPPaQlS5Zk2/7a5+3DDz9U7dq15ePjo+DgYA0ePDjH9Rw5ckT9+vVTQECASpQoocjISC1btuyG+zS3r4/c1HbkyBE5HA5t3LhRklSxYkW3fniZ0tPT9d577+n+++9XYGCgihUrpgoVKqhLly457iMUIIN7jiRzK0/9xIkTjSQzZ84ct/H79+83gYGBRpKpWrWqeeSRR0yTJk1MkSJFzPDhw40kEx0dne86z507Zzw9PY0k8+uvv+Z7ebciIyPDhIaGGklm3759xhhj+vbtaySZWbNmZTtPXvZHRkaG6dOnj5Fk/Pz8TOvWrU337t1NcHCwkWQ6depkMjIybqnmzp07G0nm3XffzdM2r1+/3lpn2bJlTXBwsHn44YdNly5dzHvvvWeMMWbBggXGw8PDOBwO88ADD5hHHnnEVKlSxUgyQUFB1r7KlNOxk6l8+fJZjsHMOrp27WrKlStngoKCTN++fU3btm2t42DSpEm52rann37aSDJFixY1nTp1Mg8//LD1XDVt2tRcvHjRahsdHW3at29vJJlKlSqZ6OhoEx0dbaZMmXLT9URHRxtJ5qmnnjIOh8M0atTIPPLII6ZRo0bm/PnzxhhjRo0aZdXy0EMPmV69eln7oUGDBiY5Odla3uXLl01kZKSRZMqWLWu6d+9u+vTpY5o2bWqKFi2a5XjKXM6wYcOMl5eXadu2renbt68JCgoykkzt2rVNYmKi2zyJiYmmQYMGRpIpXbq0efjhh03Hjh2N0+k0ksyzzz6bZTsz1/Pcc88Zb29v88ADD5gePXqYMmXKGEnmwQcfNFeuXHGb5+DBg9b0KlWqmEceecQ0btzYOBwO88wzzxTY6yM3tZ06dcpER0db+6d3797W831tLVFRUUaSCQwMNF27djVRUVGmWbNmxs/PzzRv3vymxwXyh4ByD8pvQGndurWRZEaMGOH2JjF//nxr2QURUF599VUjydSqVSvfy7pVq1evtj4wMn3xxRdGknnggQeynScv++P11183kkzbtm3NyZMnrfHJycmma9euRpKZOXPmLdVctmxZI8ls2rQpF1v6H5nBQJLp2bOnSUlJcZt+9OhR4+PjYzw9Pc2//vUva3xGRoaJiYkxkkyjRo3c5slPQMncL9d+YH///femRIkSpkiRIuaHH364pe36+OOPjSRz3333mQMHDljjExISTLNmzawPs+xqyO3xmxlQJJklS5Zkmb506VIjydSrV88cPnzYGp+WlmaFqDFjxmSpo3v37lk+iM+fP2+2bdvmNi5zf/r5+blNS0pKMq1atTKSzH/913+5zZMZntu0aWOSkpKs8fv27bM+1JctW5btekJCQtyeh1OnTpnKlSsbSebLL790m6ddu3ZGkhk6dKjbtnzwwQcF+vrIS23Nmzc3ktyek0yHDx+2ju3rXxMXL140mzdvzjIPChYB5R6U+aaQ03Du3DljTPYfMgcOHDCSjL+/v9sHSKaHHnqoQALKjh07TNGiRY0ks3z58nwtKzcGDBhgJJkZM2ZY49LS0qy/ug8dOuTWPi/7Iz093QQGBhpfX19z6tSpLPPEx8cbp9N5y8Escz/9/PPPWaZl/qV4/XDw4EGrTeaHodPpNMePH8+yjJdfftlIMgMGDMgy7dKlS9YZp2+//dYan5+A4nA4st2W559/3kgyTz/9dI774lqZ+3727NlZpv3000/G4XAYX19fk5qamqWGvAaUzp07Zzu9Tp06OT5HKSkpJjg42JQsWdL6AM8MNNcehzeSuT/Hjx+fZdrevXuNw+Ewfn5+5tKlS8aYqx/0Pj4+pkiRImb//v1Z5nnnnXeMJNO+ffts1/Phhx9mmWf69OlGkpk4caI17uDBg0aSKVWqVLavj8yzRAXx+shtbcbcOKB89913OZ5Jwh+DPij3sOjo6GwHb2/vHOfJvJqmU6dOKl68eJbpffr0yXdd8fHx6tWrly5duqSYmBh17Ngx38u8FRcuXFBsbKw8PDzc+nJ4eXkpKipK0tXLj6+Vl/3xww8/6PTp02rWrJkCAwOzTA8KClJ4eLh2796tlJSUW67/+j4dkpScnKx58+ZlGbK7v0z9+vV13333ZRn/9ddfS7raJ+d6TqfT2sbMdvlVr169bC8rz3xONm3adNNlpKena8uWLXI4HHr00UezTK9Vq5Zq166tpKQk/fjjj/kv+v/r1q1blnEnT57Ujz/+qOrVq2e7XUWLFlXDhg11/vx5HThwQJJUt25dFSlSRG+88YaWLFmipKSkW1r/I488kmVc9erVVadOHSUmJuqnn36SJG3fvl0pKSm6//77FR4enmWeAQMGSJK++eYbGWOyTG/Xrl2WcVWqVJF09R5Cmb755htJOb8+sqs3v6+PW63tZqpVq6bixYtrzpw5+uCDD3TmzJlbnhcFg8uM72F5uQFbZofIsLCwbKeXK1cuPyUpISFBHTt21JEjR9SnTx9Nnz49V/Nn1xm1R48e6tGjx03njY2NVXJysjp06KCgoCC3aX/+85/197//XQsXLtRLL71kjc/L/jhy5Iikq5cGZxcqrnX27NlsQ8O1AgICdOLECZ0+fdp6I85UoUIFtw+YzPs+3Gqt0n+2Maf7RGSOL6iOzOXLl8/3es6cOaO0tDQFBweraNGiOS7vxx9/LNAO2Nntw8wr0Pbt23fT5/v06dOqWrWqqlSpojfeeEMvvPCC+vXrJw8PD0VERKhNmzZ6/PHHVbNmzWznv9G+27lzp7WtN3tOS5YsKZfLpYSEBCUmJma5kq9s2bJZ5ilRooQkKTU11RqXuZ6cjq3b8fq41dpuxs/PTx988IGefvppPf300xo8eLCqVq2qli1b6rHHHlOTJk1ueVnIGwIK8iSnN47s/tq6VSkpKeratat27typdu3aaeHChSpSJHcn+ebNm5dlXIUKFW4poGReSrx37141a9Ys2zb79+/X999/r/vvv99tfG72R+YN4MLDwxUZGXnDmm7l5nB16tTRiRMntGPHjpsu70Zy+iDPdLMPi5tNv9aVK1duuW1+3EpNuan7ZrLbh5nPd0hISLZ/3V8rICDA+v+oUaPUp08fffbZZ1qzZo2+/vprTZ8+XTNmzNA777yjYcOG3XJdOb0u87p/bnWfZa43N/s4v6+Pgnw++/XrpzZt2ujzzz/X6tWrtXHjRuuGh88995ymTZtWYOtCVgQU5ErmTduOHj2a7fRjx47labmXL19Wnz599PXXXysyMlKffvrpDb9qykleA1JcXJy+/PJLSVe3Laftk64GmcyAkpf9kfkXXkRERIH8jEDHjh21fPlyLV26VMOHD8/38q4XGhqqX375RYcPH85yhkb6zxmCa2/ol/ncZXf5bEZGhuLj43NcX073vMkcHxoaetOaAwIC5O3trfj4eKWkpMjHx+eW6r4dMp/v4ODgXD/fYWFhGjFihEaMGKHLly9ryZIlevzxxzVq1Cj1799fJUuWdGv/22+/qVatWlmWk3l8Zu67zH8PHz6c7XoTEhKUkJCg4sWLy9fXN1c1XytzPTk9p9m9bgr69ZFfpUuX1pNPPqknn3xSxhitWrVKUVFReuONNzRw4EDVqFGjsEu8a9EHBbmS+RfN8uXLdfHixSzTP/7441wv0xijgQMHatmyZapbt66WLVuW7ffVt9PixYuVkZGhPn36yFztPJ5lyOwfsHTpUl2+fFlS3vZHo0aN5HK5tH79eiUmJua79oEDByogIECbNm3SRx99lO/lXe/BBx+UlLX/jSSlpaXpf//3f93aSf/50N+/f3+WedatW3fD+7zs3Lkz2/kyt+2BBx64ac1eXl5q0qSJjDHZ7pPdu3frxx9/lK+vr+rUqXPT5eVH2bJlVbVqVf300085BoJb4enpqT//+c9q1KiR0tLSst1HS5cuzTLu559/1s6dO+Xr66vatWtLunovHB8fH33//ffWcX2tzJv5NWvWLF9nJDKfq+XLl+vChQtZpmd3L5GCfn3cSGaQznw934zD4VCHDh3UuXNnSVePI9w+BBTkSnh4uFq2bKmzZ89q/PjxbmcsFi1alGP/hht59tlntWjRIlWrVk2rV6/O8lfhHyHz650b3eiscuXKql+/vk6dOqWVK1dKytv+cDqdGjNmjM6fP6/evXtn+9flTz/9lO2HTXZKlCihOXPmyOFwKDo6WjNmzMj2u/a9e/fqxIkTt7TMaw0aNEg+Pj766KOP3G6udeXKFY0fP14nTpxQo0aN3L6Tz7zh2cKFC60+BdLVG9qNGDHihuu7cuWKRo4c6Rb4tm/frr///e8qUqTILf94Y+Z6Jk6cqF9//dUan5SUpOHDh8sYo8GDB+fpTF1uvfjii8rIyFDv3r2z/VA7dOiQ/vnPf1qP169fr7Vr12b5Kuy3336z+rJk19di5syZ+uGHH6zHFy5c0IgRI2SM0RNPPGF9JVK8eHE98cQTunLlioYNG+YWHvbv32/dQflmz9XNVK5cWa1bt9a5c+f0wgsvuG3PnDlzsv0Ji4J+fdxI5hmeX375Jcu0H374QZ9++mmWMH3u3Dl99913kvLf5w438cdeNAQ7UD7vg/Lzzz8bf39/I8lUq1bN9OvXzzRt2tQ4HA4zdOhQ64ZVt+Kzzz5zu/dFdpfERkdHZ7kRWEHatWuXdQ+JzMswczJt2jQjyURFRVnj8rI/MjIyTL9+/azLe5s2bWqioqJM69atTcWKFa17YOTGJ598Ynx9fY0k4+vra1q3bm369etnunTpYmrVqmXt5wceeMDEx8db893KpbXX3qitWbNmpl+/fqZq1apGyv5GbcYY89hjjxlJxuVyma5du5pWrVqZYsWKmT59+tzwMuMuXbqYcuXKmeDgYNO3b1/Tvn174+XlZSSZF198MVf7JPMeIz4+PqZz586mT58+pnTp0kaSadKkiblw4UK2NeT1MuP169fn2Gbs2LFGkvHw8DANGzY0ffr0Me3btzfVqlUzkkydOnWstjNmzDDS1RuodejQwfTv39+0a9fOuqQ8JibGbdnX36itffv2pm/fvtaNzWrWrGndMC7TtTdqK1OmjOnTp4/p1KmTtY6RI0dm2YbsnrdMOe27/fv3W/u8atWqpl+/fqZJkybG4XCYIUOGZDtPXl4feantk08+sV77Dz/8sBk0aJAZNGiQMcaY2NhY6/ht3bq16d+/v+ncubPx8/Mz+v/3DMLtRUC5B+U3oBhz9f4fDz/8sClZsqQpVqyYadq0qVm2bJlZuHChkWReeOGFW6plzpw5N70vy83e+PPrueeeu+UPpaNHjxqHw2F8fHxMQkKCNT6v++Pjjz82HTp0MIGBgcbLy8uEhISYJk2amEmTJmV7z4ybOX36tPnrX/9qIiMjTUBAgPH09DR+fn6mdu3a5umnn852P97qh/I333xjunbtagICAoyXl5cpV66ceeaZZ7K9d4oxxqSmppoXXnjBhIWFGW9vb1OpUiXz6quvmsuXL98woERHR5sTJ06YP//5z6Z06dLG6XSaOnXq5HhPlZuZP3++iYyMNCVKlDBFixY1NWvWNK+99prbXWRzuy+udysBxRhjvvzyS9OzZ08THBxsvLy8TJkyZUz9+vXNc889Z7Zv3261O3DggHnxxRfNAw88YEJCQoy3t7e57777TNu2bU1sbGyW5WbuzytXrpi//e1vplq1asbpdJqQkBAzbNgwc/bs2WzrSU5ONn/5y19MjRo1jNPpNL6+vqZZs2Zm8eLF2bbPSwgwxphDhw6Zvn37mlKlSplixYqZxo0bm88///ym+zs3r4+81jZjxgxr+699b4yLizOvvvqqadWqlSlbtqzx9vY2QUFBplmzZmbevHkmPT0923Wh4DiMycdlF8B1nnnmGf33f/+3lixZYt075F7G/rh1GzZsUMuWLRUdHW2LzpF3kgoVKui3337L11V0gN3QBwW5dunSJe3bty/L+E8++UQffvihXC6X1YnsXsD+AICCx2XGyLXz58+rRo0aqlatmsLDw+Xl5aV9+/Zp3759KlKkiP7xj39YN0a6F7A/AKDgcQYFueZyuTR69Gh5e3tr06ZN+uKLL3TmzBl1795dGzduzPbW4ncz9gcAFDz6oAAAANvhDAoAALAdAgoAALCdO7KT7JUrV/T777/L19e3QH8YCgAA3D7GGCUlJSk0NPSmPwZ7RwaU33//PceftwcAAPZ27NixbH+u4Vp3ZEDJ/HXNY8eOyc/Pr5CrAQAAtyIxMVFhYWG39CvZd2RAyfxax8/Pj4BynVWrVmny5Mnau3evEhMTdd9996lHjx6aOHGiXC6XpKu/3Dl9+nTNmTNHR48eVZkyZdS9e3f95S9/cfuhvtOnT+vFF1/UihUrdOrUKVWoUEGDBw/WyJEj+WoNAJBnt/IZkq9OslOmTJHD4VBMTIw1zhijSZMmKTQ0VD4+PmrRooX27NnjNl9qaqpGjBihwMBAFS9eXN26ddPx48fzUwr+v7NnzyoyMlLvv/++Vq1apVGjRmn+/Pnq06eP1eaVV17Riy++qMcee0zLli3T2LFjNW/ePD322GNuy+rVq5c+//xzTZo0Sf/3f/+n7t27KyYmRjNmzPijNwsAcK/J64/4fP/996ZChQqmdu3a5tlnn7XGT5061fj6+ppPPvnE7Nq1y0RFRZmQkBCTmJhotRkyZIi57777zJo1a8yOHTtMy5YtTZ06dczly5dvad0JCQlGktuPtSFn77//vpFkTpw4YYwxplKlSuaxxx5za/P666+bIkWKmOTkZGOMMceOHTOSzD//+U+3dh07djT333//H1M4AOCukpvP7zydQUlOTlb//v31wQcfqFSpUteGHb311luaMGGCevXqpYiICM2bN08XL17U4sWLJUkJCQmaPXu2pk+frjZt2qhevXpauHChdu3apbVr12a7vtTUVCUmJroNuHUBAQGSpPT0dOvfzK97MpUsWVLm6q9bu7XNqR0AALdTngLKsGHD1LlzZ7Vp08Zt/OHDhxUfH6927dpZ45xOp5o3b67NmzdLkrZv36709HS3NqGhoYqIiLDaXG/KlClyuVzWwBU8N5eRkaFLly5px44deuWVV9S1a1eVL19ekjR48GAtWLBAa9euVXJysrZt26a//e1vGjhwoPWbMRUrVlTbtm312muvaffu3UpKSlJsbKxiY2M1fPjwwtw0AMA9INedZJcsWaLt27dr27ZtWabFx8dLkoKCgtzGBwUF6bfffrPaeHt7u515yWyTOf/1xo0bp1GjRlmPM3sBI2fly5fXiRMnJEkdOnTQRx99ZE0bP368FRIzz4b06tVL7733ntsyYmNjFRUVpVq1akm62qlp2rRpWfqqAABQ0HIVUI4dO6Znn31Wq1evVtGiRXNsd33vXGPMTXvs3qiN0+mU0+nMTan3vOXLlys5OVl79uzRX//6V3Xt2lVr1qyRh4eHZs6cqRkzZmj69Olq0KCBfvnlF7300kt68sknNW/ePElXn4/HH39c+/fv16JFi3Tfffdpw4YNmjBhgkqVKqVBgwYV8hYCAO5quencEhsbayQZDw8Pa5BkHA6H8fDwMAcPHjSSzI4dO9zm69atm9Up88svvzSSzNmzZ93a1K5d27z88su3VAedZHNn27ZtRpL53//9X3P69GnjdDrN22+/7dbms88+M5LM9u3bjTHG/Otf/zKSzI8//ujWLiYmxpQsWdJkZGT8YfUDAO4Ot62TbOvWrbVr1y7t3LnTGho2bKj+/ftr586d+tOf/qTg4GCtWbPGmictLU0bN25UZGSkJKlBgwby8vJyaxMXF6fdu3dbbVCw6tatKw8PDx08eFCHDh1Samqq6tatm6WNJB06dEiStHfvXnl4eFhf71zb7vz58zpz5swfUToA4B6Vq694fH19FRER4TauePHiCggIsMbHxMRo8uTJCg8PV3h4uCZPnqxixYrp0UcflXT1qpBBgwZp9OjRCggIkL+/v8aMGaNatWpl6XSLgvHtt98qIyNDf/rTn6yOstu3b9dDDz1ktcnsU1ShQgVJV/uwZGRkaOfOnapXr55buxIlSigwMPCP2wAAwD2nwO8kO3bsWKWkpGjo0KE6d+6cGjdurNWrV7vd1nbGjBny9PRU3759lZKSotatW2vu3Lny8PAo6HLuOb169VLDhg1Vu3Zt+fj46Mcff9S0adNUu3Zt9ejRQ97e3urdu7defvllXb58WQ0bNtTPP/+siRMnKjIyUg0aNJAkde7cWRUqVFCfPn00ceJEhYaGat26dZo1a5bGjBnDnWQBALeVw5g776YWiYmJcrlcSkhI4Fb315k6daqWLl2qQ4cO6cqVK6pQoYJ69eqlMWPGWPsqKSlJr776qj799FMdP35cwcHB6tChg1555RWVLl3aWtavv/6qCRMm6Ouvv9bZs2dVsWJFDRw4UDExMfLy8iqsTQQA3KFy8/lNQAEAAH+I3Hx+5+u3eAAAAG4HAgoAALCdAu8kC3cVXlhW2CXcFY5M7VzYJQAA/kCcQQEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALZDQAEAALaTq4Aya9Ys1a5dW35+fvLz81PTpk21YsUKa/rAgQPlcDjchiZNmrgtIzU1VSNGjFBgYKCKFy+ubt266fjx4wWzNQAA4K6Qq4BStmxZTZ06Vdu2bdO2bdvUqlUrde/eXXv27LHadOjQQXFxcdawfPlyt2XExMQoNjZWS5Ys0aZNm5ScnKwuXbooIyOjYLYIAADc8Txz07hr165uj1977TXNmjVLW7ZsUc2aNSVJTqdTwcHB2c6fkJCg2bNna8GCBWrTpo0kaeHChQoLC9PatWvVvn37vGwDAAC4y+S5D0pGRoaWLFmiCxcuqGnTptb4DRs2qEyZMqpSpYqeeuopnTx50pq2fft2paenq127dta40NBQRUREaPPmzTmuKzU1VYmJiW4DAAC4e+U6oOzatUslSpSQ0+nUkCFDFBsbqxo1akiSOnbsqEWLFmndunWaPn26tm7dqlatWik1NVWSFB8fL29vb5UqVcptmUFBQYqPj89xnVOmTJHL5bKGsLCw3JYNAADuILn6ikeSqlatqp07d+r8+fP65JNPFB0drY0bN6pGjRqKioqy2kVERKhhw4YqX768li1bpl69euW4TGOMHA5HjtPHjRunUaNGWY8TExMJKQAA3MVyHVC8vb1VuXJlSVLDhg21detWvf3223rvvfeytA0JCVH58uV14MABSVJwcLDS0tJ07tw5t7MoJ0+eVGRkZI7rdDqdcjqduS0VAADcofJ9HxRjjPUVzvXOnDmjY8eOKSQkRJLUoEEDeXl5ac2aNVabuLg47d69+4YBBQAA3FtydQZl/Pjx6tixo8LCwpSUlKQlS5Zow4YNWrlypZKTkzVp0iT17t1bISEhOnLkiMaPH6/AwED17NlTkuRyuTRo0CCNHj1aAQEB8vf315gxY1SrVi3rqh4AAIBcBZR///vfGjBggOLi4uRyuVS7dm2tXLlSbdu2VUpKinbt2qX58+fr/PnzCgkJUcuWLbV06VL5+vpay5gxY4Y8PT3Vt29fpaSkqHXr1po7d648PDwKfOMAAMCdyWGMMYVdRG4lJibK5XIpISFBfn5+hV3ODVV4YVlhl3BXODK1c2GXAADIp9x8fvNbPAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHYIKAAAwHZyFVBmzZql2rVry8/PT35+fmratKlWrFhhTTfGaNKkSQoNDZWPj49atGihPXv2uC0jNTVVI0aMUGBgoIoXL65u3brp+PHjBbM1AADgrpCrgFK2bFlNnTpV27Zt07Zt29SqVSt1797dCiHTpk3Tm2++qZkzZ2rr1q0KDg5W27ZtlZSUZC0jJiZGsbGxWrJkiTZt2qTk5GR16dJFGRkZBbtlAADgjuUwxpj8LMDf319vvPGGnnjiCYWGhiomJkbPP/+8pKtnS4KCgvT6669r8ODBSkhIUOnSpbVgwQJFRUVJkn7//XeFhYVp+fLlat++/S2tMzExUS6XSwkJCfLz88tP+bddhReWFXYJd4UjUzsXdgkAgHzKzed3nvugZGRkaMmSJbpw4YKaNm2qw4cPKz4+Xu3atbPaOJ1ONW/eXJs3b5Ykbd++Xenp6W5tQkNDFRERYbXJTmpqqhITE90GAABw98p1QNm1a5dKlCghp9OpIUOGKDY2VjVq1FB8fLwkKSgoyK19UFCQNS0+Pl7e3t4qVapUjm2yM2XKFLlcLmsICwvLbdkAAOAOkuuAUrVqVe3cuVNbtmzRM888o+joaO3du9ea7nA43NobY7KMu97N2owbN04JCQnWcOzYsdyWDQAA7iC5Dije3t6qXLmyGjZsqClTpqhOnTp6++23FRwcLElZzoScPHnSOqsSHBystLQ0nTt3Lsc22XE6ndaVQ5kDAAC4e+X7PijGGKWmpqpixYoKDg7WmjVrrGlpaWnauHGjIiMjJUkNGjSQl5eXW5u4uDjt3r3bagMAAOCZm8bjx49Xx44dFRYWpqSkJC1ZskQbNmzQypUr5XA4FBMTo8mTJys8PFzh4eGaPHmyihUrpkcffVSS5HK5NGjQII0ePVoBAQHy9/fXmDFjVKtWLbVp0+a2bCAAALjz5Cqg/Pvf/9aAAQMUFxcnl8ul2rVra+XKlWrbtq0kaezYsUpJSdHQoUN17tw5NW7cWKtXr5avr6+1jBkzZsjT01N9+/ZVSkqKWrdurblz58rDw6NgtwwAANyx8n0flMLAfVDuPdwHBQDufH/IfVAAAABuFwIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwnVwFlClTpqhRo0by9fVVmTJl1KNHD/3yyy9ubQYOHCiHw+E2NGnSxK1NamqqRowYocDAQBUvXlzdunXT8ePH8781AADgrpCrgLJx40YNGzZMW7Zs0Zo1a3T58mW1a9dOFy5ccGvXoUMHxcXFWcPy5cvdpsfExCg2NlZLlizRpk2blJycrC5duigjIyP/WwQAAO54nrlpvHLlSrfHc+bMUZkyZbR9+3Y99NBD1nin06ng4OBsl5GQkKDZs2drwYIFatOmjSRp4cKFCgsL09q1a9W+ffss86Smpio1NdV6nJiYmJuyAQDAHSZffVASEhIkSf7+/m7jN2zYoDJlyqhKlSp66qmndPLkSWva9u3blZ6ernbt2lnjQkNDFRERoc2bN2e7nilTpsjlcllDWFhYfsoGAAA2l+eAYozRqFGj1KxZM0VERFjjO3bsqEWLFmndunWaPn26tm7dqlatWllnQOLj4+Xt7a1SpUq5LS8oKEjx8fHZrmvcuHFKSEiwhmPHjuW1bAAAcAfI1Vc81xo+fLh++uknbdq0yW18VFSU9f+IiAg1bNhQ5cuX17Jly9SrV68cl2eMkcPhyHaa0+mU0+nMa6kAAOAOk6czKCNGjNAXX3yh9evXq2zZsjdsGxISovLly+vAgQOSpODgYKWlpencuXNu7U6ePKmgoKC8lAMAAO4yuQooxhgNHz5cn376qdatW6eKFSvedJ4zZ87o2LFjCgkJkSQ1aNBAXl5eWrNmjdUmLi5Ou3fvVmRkZC7LBwAAd6NcfcUzbNgwLV68WJ9//rl8fX2tPiMul0s+Pj5KTk7WpEmT1Lt3b4WEhOjIkSMaP368AgMD1bNnT6vtoEGDNHr0aAUEBMjf319jxoxRrVq1rKt6AADAvS1XAWXWrFmSpBYtWriNnzNnjgYOHCgPDw/t2rVL8+fP1/nz5xUSEqKWLVtq6dKl8vX1tdrPmDFDnp6e6tu3r1JSUtS6dWvNnTtXHh4e+d8iAABwx3MYY0xhF5FbiYmJcrlcSkhIkJ+fX2GXc0MVXlhW2CXcFY5M7VzYJQAA8ik3n9/8Fg8AALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALAdAgoAALCdXAWUKVOmqFGjRvL19VWZMmXUo0cP/fLLL25tjDGaNGmSQkND5ePjoxYtWmjPnj1ubVJTUzVixAgFBgaqePHi6tatm44fP57/rQEAAHeFXAWUjRs3atiwYdqyZYvWrFmjy5cvq127drpw4YLVZtq0aXrzzTc1c+ZMbd26VcHBwWrbtq2SkpKsNjExMYqNjdWSJUu0adMmJScnq0uXLsrIyCi4LQMAAHcshzHG5HXmU6dOqUyZMtq4caMeeughGWMUGhqqmJgYPf/885Kuni0JCgrS66+/rsGDByshIUGlS5fWggULFBUVJUn6/fffFRYWpuXLl6t9+/Y3XW9iYqJcLpcSEhLk5+eX1/L/EBVeWFbYJdwVjkztXNglAADyKTef3/nqg5KQkCBJ8vf3lyQdPnxY8fHxateundXG6XSqefPm2rx5syRp+/btSk9Pd2sTGhqqiIgIq831UlNTlZiY6DYAAIC7V54DijFGo0aNUrNmzRQRESFJio+PlyQFBQW5tQ0KCrKmxcfHy9vbW6VKlcqxzfWmTJkil8tlDWFhYXktGwAA3AHyHFCGDx+un376SR999FGWaQ6Hw+2xMSbLuOvdqM24ceOUkJBgDceOHctr2QAA4A6Qp4AyYsQIffHFF1q/fr3Kli1rjQ8ODpakLGdCTp48aZ1VCQ4OVlpams6dO5djm+s5nU75+fm5DQAA4O6Vq4BijNHw4cP16aefat26dapYsaLb9IoVKyo4OFhr1qyxxqWlpWnjxo2KjIyUJDVo0EBeXl5ubeLi4rR7926rDQAAuLd55qbxsGHDtHjxYn3++efy9fW1zpS4XC75+PjI4XAoJiZGkydPVnh4uMLDwzV58mQVK1ZMjz76qNV20KBBGj16tAICAuTv768xY8aoVq1aatOmTcFvIQAAuOPkKqDMmjVLktSiRQu38XPmzNHAgQMlSWPHjlVKSoqGDh2qc+fOqXHjxlq9erV8fX2t9jNmzJCnp6f69u2rlJQUtW7dWnPnzpWHh0f+tgYAANwV8nUflMLCfVDuPdwHBQDufH/YfVAAAABuBwIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwHQIKAACwnVwHlK+++kpdu3ZVaGioHA6HPvvsM7fpAwcOlMPhcBuaNGni1iY1NVUjRoxQYGCgihcvrm7duun48eP52hAAAHD3yHVAuXDhgurUqaOZM2fm2KZDhw6Ki4uzhuXLl7tNj4mJUWxsrJYsWaJNmzYpOTlZXbp0UUZGRu63AICtHTx4UEOGDFHdunXl6empiIiILG2mT5+uevXqqWTJkipevLhq1aqlmTNnyhiTpe2xY8fUv39/BQYGqlixYoqIiMjyhxKAO59nbmfo2LGjOnbseMM2TqdTwcHB2U5LSEjQ7NmztWDBArVp00aStHDhQoWFhWnt2rVq3759bksCYGN79uzRsmXL1LhxY125ckVXrlzJ0iYhIUGPPvqoatasKW9vb3355ZcaOXKkEhMTNX78eKvdiRMn1LRpU9WsWVOzZ8+Wr6+v9uzZo0uXLv2RmwTgD5DrgHIrNmzYoDJlyqhkyZJq3ry5XnvtNZUpU0aStH37dqWnp6tdu3ZW+9DQUEVERGjz5s3ZBpTU1FSlpqZajxMTE29H2QBug65du6p79+6Srn4FvG3btixtXnnlFbfHbdq00dGjRzV37ly3gPLcc8+pYsWKWrFihYoUuXoCuFWrVrexegCFpcA7yXbs2FGLFi3SunXrNH36dG3dulWtWrWyAkZ8fLy8vb1VqlQpt/mCgoIUHx+f7TKnTJkil8tlDWFhYQVdNoDbJDNI5FZAQIDS09OtxwkJCfr44481dOjQPC8TwJ2jwF/lUVFR6ty5syIiItS1a1etWLFC+/fv17Jly244nzFGDocj22njxo1TQkKCNRw7dqygywZgA5cvX1ZycrKWLVum+fPna+TIkda0HTt2KD09XUWKFNGDDz4oLy8vhYSE6OWXX6b/GnAXuu1/hoSEhKh8+fI6cOCAJCk4OFhpaWk6d+6cW7uTJ08qKCgo22U4nU75+fm5DQDuLgcPHpSXl5d8fX3VpUsXjRgxQv/1X/9lTc88w/r000+radOmWr16tYYNG6YpU6Zo6tSphVU2gNvktvRBudaZM2d07NgxhYSESJIaNGggLy8vrVmzRn379pUkxcXFaffu3Zo2bdrtLgeATYWFhWnr1q1KTk7WV199palTp6pIkSL6y1/+IklW59r27dtb7xUtW7bUyZMnNXXqVI0bN46vfoC7SK4DSnJysg4ePGg9Pnz4sHbu3Cl/f3/5+/tr0qRJ6t27t0JCQnTkyBGNHz9egYGB6tmzpyTJ5XJp0KBBGj16tAICAuTv768xY8aoVq1a1lU9AO49TqdTDRs2lCS1aNFCxYsX1/PPP69nnnlGwcHB8vf3l5S1U2yrVq307rvv6rffflPFihX/8LoB3B65Dijbtm1Ty5YtrcejRo2SJEVHR2vWrFnatWuX5s+fr/PnzyskJEQtW7bU0qVL5evra80zY8YMeXp6qm/fvkpJSVHr1q01d+5ceXh4FMAmAbgbNGjQQBkZGTpy5IiCg4NVvXr1bNtl3iuFsyfA3SXXAaVFixbZ3jwp06pVq266jKJFi+rdd9/Vu+++m9vVA7hHbNq0SQ6HwzorUqFCBdWsWVNr167VkCFDrHZffvmlSpUqpXLlyhVWqQBug9veBwXAve3ixYvW3aR/++03JSYm6uOPP5YkNW/eXN7e3urUqZP+/Oc/q3LlykpPT9e6dev0zjvvaPDgwW6d5//617+qd+/eGjVqlDp16qRNmzbpv//7vzV9+vQcrwIEcGdymBudDrGpxMREuVwuJSQk2P6Kngov3PjyatyaI1M7F3YJyKMjR47k2Ddk/fr1atq0qYYMGaJNmzbpxIkT8vHxUeXKlTVkyBA99thjWb76Xbx4sV577TUdOHBA9913n4YNG6bRo0cTUIA7QG4+vwkotxkBpWAQUADgzpebz296lQEAANshoAAAANshoAAAANvhKh7gHkO/qIJD3yjg9uEMCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAsB0CCgAAkv7v//5P9evXl9PpVFhYmCZOnKiMjIws7ZYvX6569eqpaNGiqly5sv7xj38UQrV3PwIKAOCet2XLFnXv3l3Vq1fXF198oVGjRumNN97Q888/79bu22+/Vffu3VW/fn2tWLFCAwcO1IgRI/Thhx8WUuV3L8/CLgAAgMI2adIk1a1bV4sWLZIktW/fXhkZGRo/fryee+45BQUFSZJeeeUV1a9fX7Nnz5YktWzZUkePHtXLL7+sJ554QkWK8Hd/Qcn1nvzqq6/UtWtXhYaGyuFw6LPPPnObbozRpEmTFBoaKh8fH7Vo0UJ79uxxa5OamqoRI0YoMDBQxYsXV7du3XT8+PF8bQgAAHn1ww8/qH379m7jOnTooPT0dK1atUrS1c+udevW6ZFHHnFr179/f8XFxemHH374w+q9F+Q6oFy4cEF16tTRzJkzs50+bdo0vfnmm5o5c6a2bt2q4OBgtW3bVklJSVabmJgYxcbGasmSJdq0aZOSk5PVpUuXbL/rAwDgdrt06ZK8vb3dxjmdTknSvn37JEmHDh1SWlqaqlev7tauRo0abu1QMHL9FU/Hjh3VsWPHbKcZY/TWW29pwoQJ6tWrlyRp3rx5CgoK0uLFizV48GAlJCRo9uzZWrBggdq0aSNJWrhwocLCwrR27dosCRYAgNutSpUq+v77793GbdmyRZJ09uxZSdK5c+ckSSVLlnRrV6pUKbd2KBgF+mXZ4cOHFR8fr3bt2lnjnE6nmjdvrs2bN0uStm/frvT0dLc2oaGhioiIsNpcLzU1VYmJiW4DAAAFZdiwYVqxYoXefvttnT17Vps2bdKECRPk4eGRpV+Jw+HIdhk5jUfeFGhAiY+PlySrM1GmoKAga1p8fLy8vb2txJldm+tNmTJFLpfLGsLCwgqybADAPS46OlqjRo3SmDFjFBAQoNatW2vIkCHy9/dXcHCwpP+cKck8k5Ip8/H1n2vIn9vS3fj6FGmMuWmyvFGbcePGKSEhwRqOHTtWYLUCAOBwODR9+nSdPn1aP/74o/7973/rqaee0qlTp9SkSRNJUqVKleTt7Z2lr8nevXslKUvfFORPgQaUzJR5/ZmQkydPWmdVgoODlZaWliWBXtvmek6nU35+fm4DAAAFzeVyqXbt2ipZsqTeffddVahQweov6XQ61apVK/3P//yP2zwfffSRQkJCVK9evcIo+a5VoPdBqVixooKDg7VmzRrriUpLS9PGjRv1+uuvS5IaNGggLy8vrVmzRn379pUkxcXFaffu3Zo2bVpBlgMAwC35/vvvtXHjRtWtW1cpKSn64osvtGDBAq1YsUIeHh5Wu5dfflkPPfSQnnrqKfXv31/ffPONPvjgA7333nvcA6WA5TqgJCcn6+DBg9bjw4cPa+fOnfL391e5cuUUExOjyZMnKzw8XOHh4Zo8ebKKFSumRx99VNLVdDpo0CCNHj1aAQEB8vf315gxY1SrVi0rpQIA8Efy9vbWJ598oldeeUWS1LhxY23YsEFNmzZ1a9e0aVN9/vnnGj9+vObPn6+yZcvqnXfe0ZNPPlkYZd/Vch1Qtm3bppYtW1qPR40aJelqB6O5c+dq7NixSklJ0dChQ3Xu3Dk1btxYq1evlq+vrzXPjBkz5Onpqb59+yolJUWtW7fW3Llz3VIqAAB/lLp161qXFd9Mp06d1KlTp9tcERzGGFPYReRWYmKiXC6XEhISbN8fpcILywq7hLvCkamdC7uEuwbHZMHhuARyJzef33xhBgAAbIeAAgAAbIdfMwYAFCq+diw4d9PXjpxBAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtkNAAQAAtlPgAWXSpElyOBxuQ3BwsDXdGKNJkyYpNDRUPj4+atGihfbs2VPQZQAAgDvYbTmDUrNmTcXFxVnDrl27rGnTpk3Tm2++qZkzZ2rr1q0KDg5W27ZtlZSUdDtKAQAAd6DbElA8PT0VHBxsDaVLl5Z09ezJW2+9pQkTJqhXr16KiIjQvHnzdPHiRS1evPh2lAIAAO5AtyWgHDhwQKGhoapYsaIeeeQR/frrr5Kkw4cPKz4+Xu3atbPaOp1ONW/eXJs3b85xeampqUpMTHQbAADA3avAA0rjxo01f/58rVq1Sh988IHi4+MVGRmpM2fOKD4+XpIUFBTkNk9QUJA1LTtTpkyRy+WyhrCwsIIuGwAA2EiBB5SOHTuqd+/eqlWrltq0aaNly5ZJkubNm2e1cTgcbvMYY7KMu9a4ceOUkJBgDceOHSvosgEAgI3c9suMixcvrlq1aunAgQPW1TzXny05efJklrMq13I6nfLz83MbAADA3eu2B5TU1FTt27dPISEhqlixooKDg7VmzRprelpamjZu3KjIyMjbXQoAALhDeBb0AseMGaOuXbuqXLlyOnnypF599VUlJiYqOjpaDodDMTExmjx5ssLDwxUeHq7JkyerWLFievTRRwu6FAAAcIcq8IBy/Phx9evXT6dPn1bp0qXVpEkTbdmyReXLl5ckjR07VikpKRo6dKjOnTunxo0ba/Xq1fL19S3oUgAAwB2qwAPKkiVLbjjd4XBo0qRJmjRpUkGvGgAA3CX4LR4AAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7BBQAAGA7hRpQ/vGPf6hixYoqWrSoGjRooK+//rowywEAADZRaAFl6dKliomJ0YQJE/TDDz/owQcfVMeOHXX06NHCKgkAANhEoQWUN998U4MGDdKTTz6p6tWr66233lJYWJhmzZpVWCUBAACb8CyMlaalpWn79u164YUX3Ma3a9dOmzdvztI+NTVVqamp1uOEhARJUmJi4u0ttABcSb1Y2CXcFe6E5/pOwTFZcDguCwbHZMGx+zGZWZ8x5qZtCyWgnD59WhkZGQoKCnIbHxQUpPj4+Cztp0yZor/85S9ZxoeFhd22GmEvrrcKuwIgK45L2M2dckwmJSXJ5XLdsE2hBJRMDofD7bExJss4SRo3bpxGjRplPb5y5YrOnj2rgICAbNvj1iUmJiosLEzHjh2Tn59fYZcDcEzCljguC4YxRklJSQoNDb1p20IJKIGBgfLw8MhytuTkyZNZzqpIktPplNPpdBtXsmTJ21niPcfPz48XHWyFYxJ2xHGZfzc7c5KpUDrJent7q0GDBlqzZo3b+DVr1igyMrIwSgIAADZSaF/xjBo1SgMGDFDDhg3VtGlTvf/++zp69KiGDBlSWCUBAACbKLSAEhUVpTNnzuiVV15RXFycIiIitHz5cpUvX76wSronOZ1OTZw4MctXaEBh4ZiEHXFc/vEc5lau9QEAAPgD8Vs8AADAdggoAADAdggoAADAdggoAADAdggod4kNGzbI4XDo/PnzObaZO3cuN7iDLRw5ckQOh0M7d+7Msc31x+ukSZNUt27dGy534MCB6tGjR4HUCGTi/bVwEFDuEpGRkYqLi7vlO/QBdhcVFaX9+/cXdhkACkmh/hYPCo63t7eCg4MLuwygwPj4+MjHx6ewywBQSDiDYlMtWrTQiBEjFBMTo1KlSikoKEjvv/++Lly4oMcff1y+vr6qVKmSVqxYISn7U5Bz585VuXLlVKxYMfXs2VNnzpy56Xq3bt2qtm3bKjAwUC6XS82bN9eOHTvc2vz8889q1qyZihYtqho1amjt2rVyOBz67LPPrDYnTpxQVFSUSpUqpYCAAHXv3l1HjhwpiF2DO8iVK1f0+uuvq3LlynI6nSpXrpxee+01a/qvv/6qli1bqlixYqpTp46+/fZba9rNTplnZGRo1KhRKlmypAICAjR27Nhb+gl3IDupqakaOXKkypQpo6JFi6pZs2baunVrju3z8v6K3CGg2Ni8efMUGBio77//XiNGjNAzzzyjPn36KDIyUjt27FD79u01YMAAXbx4Mcu83333nZ544gkNHTpUO3fuVMuWLfXqq6/edJ1JSUmKjo7W119/rS1btig8PFydOnVSUlKSpKsfOD169FCxYsX03Xff6f3339eECRPclnHx4kW1bNlSJUqU0FdffaVNmzapRIkS6tChg9LS0gpm5+COMG7cOL3++ut66aWXtHfvXi1evNjtB0EnTJigMWPGaOfOnapSpYr69euny5cv39Kyp0+frn/+85+aPXu2Nm3apLNnzyo2NvZ2bQrucmPHjtUnn3yiefPmaceOHapcubLat2+vs2fPZmmb1/dX5JKBLTVv3tw0a9bMenz58mVTvHhxM2DAAGtcXFyckWS+/fZbs379eiPJnDt3zhhjTL9+/UyHDh3clhkVFWVcLleu6rh8+bLx9fU1//rXv4wxxqxYscJ4enqauLg4q82aNWuMJBMbG2uMMWb27NmmatWq5sqVK1ab1NRU4+PjY1atWpWr9ePOlZiYaJxOp/nggw+yTDt8+LCRZD788ENr3J49e4wks2/fPmOMMXPmzHE7XidOnGjq1KljPQ4JCTFTp061Hqenp5uyZcua7t27F/i24O6WnJxsvLy8zKJFi6xxaWlpJjQ01EybNu22vb/ixjiDYmO1a9e2/u/h4aGAgADVqlXLGpf5l+jJkyezzLtv3z41bdrUbdy1j48ePaoSJUpYw+TJk61lDRkyRFWqVJHL5ZLL5VJycrKOHj0qSfrll18UFhbm1t/l/vvvd1vP9u3bdfDgQfn6+lrL9/f316VLl3To0KG87g7cYfbt26fU1FS1bt06xzbXHuMhISGSsj+er5eQkKC4uDi3Y9rT01MNGzbMR8W4Vx06dEjp6el64IEHrHFeXl66//77tW/fviztb/b+ioJBJ1kb8/LycnvscDjcxjkcDklXv3a5nrnJd/GhoaFul3j6+/tLunqZ5qlTp/TWW2+pfPnycjqdatq0qfXVjDHGWm9Orly5ogYNGmjRokVZppUuXfqG8+LucSsdXG/1eAZup8z3y+vf23J6v7vZ+ysKBmdQ7lI1atTQli1b3MZd+9jT01OVK1e2hsyA8vXXX2vkyJHq1KmTatasKafTqdOnT1vzVatWTUePHtW///1va9z1Hcnq16+vAwcOqEyZMm7rqFy5MpdB30PCw8Pl4+OjL7/8ssCX7XK5FBIS4nZMX758Wdu3by/wdeHuV7lyZXl7e2vTpk3WuPT0dG3btk3Vq1fP0v5m768oGASUu9TIkSO1cuVKTZs2Tfv379fMmTO1cuXKm85XuXJlLViwQPv27dN3332n/v37u/0l3LZtW1WqVEnR0dH66aef9M0331idZDP/0ujfv78CAwPVvXt3ff311zp8+LA2btyoZ599VsePH789GwzbKVq0qJ5//nmNHTtW8+fP16FDh7RlyxbNnj27QJb/7LPPaurUqYqNjdXPP/+soUOH3vBGWkBOihcvrmeeeUbPPfecVq5cqb179+qpp57SxYsXNWjQoCzt8/r+itwhoNylmjRpog8//FDvvvuu6tatq9WrV+vFF1+86Xz//Oc/de7cOdWrV08DBgywLrvL5OHhoc8++0zJyclq1KiRnnzySWu5RYsWlSQVK1ZMX331lcqVK6devXqpevXqeuKJJ5SSkiI/P7/bs8GwpZdeekmjR4/Wyy+/rOrVqysqKuqW+pjcitGjR+uxxx7TwIED1bRpU/n6+qpnz54Fsmzce6ZOnarevXtrwIABql+/vg4ePKhVq1apVKlSWdrm9f0VueMwfJmGfPrmm2/UrFkzHTx4UJUqVSrscgAAdwECCnItNjZWJUqUUHh4uA4ePKhnn31WpUqVcvv+FgCA/OAqHuRaUlKSxo4dq2PHjikwMFBt2rTR9OnTC7ssAMBdhDMoAADAdugkCwAAbIeAAgAAbIeAAgAAbIeAAgAAbIeAAgAAbIeAAgAAbIeAAgAAbIeAAgAAbOf/AeZ9V0RVdqCfAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax=plt.axes()\n",
    "respondents_age.plot(kind='bar')\n",
    "for i in ax.containers:\n",
    "    ax.bar_label(i,padding=1,fontsize=11) \n",
    "plt.title('Fig 2 - Age Group of respondents',fontsize=15)\n",
    "plt.xticks(rotation=0)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "0031c494",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Most preferred genre"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "id": "0e449cdf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fav.plot(kind='bar',color='maroon')\n",
    "plt.title('Fig 3 - Most preferred genre',fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "id": "a1f5be3e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "streaming.plot(kind='pie',autopct='%0.2f%%',fontsize=12)\n",
    "plt.ylabel(None)\n",
    "plt.title('Fig 4 - Most used streaming service')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "id": "8ed132e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Age</th>\n",
       "      <th>Hours per day</th>\n",
       "      <th>BPM</th>\n",
       "      <th>Anxiety</th>\n",
       "      <th>Depression</th>\n",
       "      <th>Insomnia</th>\n",
       "      <th>OCD</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Age</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.042949</td>\n",
       "      <td>0.002240</td>\n",
       "      <td>0.765055</td>\n",
       "      <td>0.814556</td>\n",
       "      <td>0.875200</td>\n",
       "      <td>0.937494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hours per day</th>\n",
       "      <td>0.042949</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.021903</td>\n",
       "      <td>0.008985</td>\n",
       "      <td>0.038714</td>\n",
       "      <td>0.042367</td>\n",
       "      <td>0.046188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BPM</th>\n",
       "      <td>0.002240</td>\n",
       "      <td>0.021903</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.027849</td>\n",
       "      <td>-0.017403</td>\n",
       "      <td>-0.025720</td>\n",
       "      <td>-0.015775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Anxiety</th>\n",
       "      <td>0.765055</td>\n",
       "      <td>0.008985</td>\n",
       "      <td>-0.027849</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.976820</td>\n",
       "      <td>0.938315</td>\n",
       "      <td>0.866629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Depression</th>\n",
       "      <td>0.814556</td>\n",
       "      <td>0.038714</td>\n",
       "      <td>-0.017403</td>\n",
       "      <td>0.976820</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.973006</td>\n",
       "      <td>0.917419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Insomnia</th>\n",
       "      <td>0.875200</td>\n",
       "      <td>0.042367</td>\n",
       "      <td>-0.025720</td>\n",
       "      <td>0.938315</td>\n",
       "      <td>0.973006</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.970252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OCD</th>\n",
       "      <td>0.937494</td>\n",
       "      <td>0.046188</td>\n",
       "      <td>-0.015775</td>\n",
       "      <td>0.866629</td>\n",
       "      <td>0.917419</td>\n",
       "      <td>0.970252</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Age  Hours per day       BPM   Anxiety  Depression  \\\n",
       "Age            1.000000       0.042949  0.002240  0.765055    0.814556   \n",
       "Hours per day  0.042949       1.000000  0.021903  0.008985    0.038714   \n",
       "BPM            0.002240       0.021903  1.000000 -0.027849   -0.017403   \n",
       "Anxiety        0.765055       0.008985 -0.027849  1.000000    0.976820   \n",
       "Depression     0.814556       0.038714 -0.017403  0.976820    1.000000   \n",
       "Insomnia       0.875200       0.042367 -0.025720  0.938315    0.973006   \n",
       "OCD            0.937494       0.046188 -0.015775  0.866629    0.917419   \n",
       "\n",
       "               Insomnia       OCD  \n",
       "Age            0.875200  0.937494  \n",
       "Hours per day  0.042367  0.046188  \n",
       "BPM           -0.025720 -0.015775  \n",
       "Anxiety        0.938315  0.866629  \n",
       "Depression     0.973006  0.917419  \n",
       "Insomnia       1.000000  0.970252  \n",
       "OCD            0.970252  1.000000  "
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "id": "8fc30706",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(data.corr(),annot=True)\n",
    "plt.title('Fig 5 - Correlation heatmap',fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "id": "fe11074a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Age v OCD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "id": "135865fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x='Age',y='OCD',hue='Music effects',data=data)\n",
    "plt.title('Fig.6 - Age v OCD',fontsize=15)\n",
    "plt.legend(loc=(1,1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "id": "518ef1de",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Depression v Insomnia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "id": "4bdb60f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x='Insomnia',y='Depression',hue='Fav Genre',data=data)\n",
    "plt.title('Fig.7 - Depression v Insomnia',fontsize=15)\n",
    "plt.legend(loc=(1,1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "id": "f9ada76c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Anxiety v Depression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "id": "a23b2705",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x='Anxiety',y='Depression',hue='Fav Genre',data=data)\n",
    "plt.title('Fig.8 - Anxiety v Depression',fontsize=15)\n",
    "plt.legend(loc=(1,1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "id": "e0ad8144",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x='Insomnia',y='OCD',hue='Fav Genre',data=data)\n",
    "plt.title('Fig.9 - OCD v Insomnia',fontsize=15)\n",
    "plt.legend(loc=(1,1))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0486bfa3",
   "metadata": {},
   "source": [
    "# Findings / Insights"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "893aadfc",
   "metadata": {},
   "source": [
    "With the help of the visualizations here are some insights:\n",
    "- In Fig 1 , Majority of the respondents listen to music for 2hrs per day and the average of all respondents being 3.6h / day\n",
    "- In Fig 2 , Majority of the respondents belong to mid-age group - 388 followed by childern - 136 and old - 90.\n",
    "- In Fig 3, Rock is the most preferred / listened to  genre followed by pop and metal and the least listened to / preferred genre is gospel and latin.\n",
    "- Fig 4 , More than half of the respondents use Spotify - 64.33% while the least used streaming service is Pandora - 1.64%\n",
    "- Fig 5 displays a correlation heatmap where we can see that there is a strong correlation between Age, OCD , Anxiety , Insomnia & Depression. The following figures are scatter plots to understand this correlation better\n",
    "- Fig 6 - Age v OCD - This scatter plot tells us that:\n",
    "  - OCD level increases when age increases\n",
    "  - Music has an improved effect on most respondents at every age level and ocd\n",
    "- Fig 7 - Depression v Insomnia - This scatter plot tells us that:\n",
    "  - Respondents with high levels of depression and insmonia listen to Folk music & EDM\n",
    "- Fig 8 - Depression v Anxiety - This scatter plot tells us that:\n",
    "  - Respondents with high levels of depression and anxiety listen to EDM\n",
    "- Fig 9 - OCD v Insomnia - This scatter plot tells us that:\n",
    "  - Respondents with high levels of depression and anxiety listen to EDM\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e41efd71",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}